Data center control hierarchy for neural networks integration

A data center system, comprising:

• a load section having a plurality of electronic racks, a thermal management system, and a power flow optimizer, wherein each of the electronic racks includes a plurality of servers and each server containing one or more electronic devices, wherein the thermal management system is configured to provide cooling and/or heating to the electronic devices, and wherein the power flow optimizer is configured to determine a load power requirement of the load section based on thermal data of the thermal management system and load data of the electronic racks;
• and
• a resource section having a plurality of power sources to provide power to the load section, wherein the resource section includes a resource controller to configure and select at least some of the power sources to provide power to the load section based on the load power requirement provided by the power flow optimizer,
• wherein the power flow optimizer includes a power flow neural network (NN) model to predict, based on the thermal data and the load data, an amount of power that the electronic racks and the thermal management system need in order to satisfy a thermal requirement and data processing load requirement of the load section.